{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (C)\n",
    "2016 - 2019 Pinard Liu(liujianping-ok@163.com)\n",
    "\n",
    "https://www.cnblogs.com/pinard\n",
    "\n",
    "Permission given to modify the code as long as you keep this declaration at the top\n",
    "\n",
    "scikit-learn决策树算法类库使用小结 https://www.cnblogs.com/pinard/p/6056319.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn import tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = load_iris()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = tree.DecisionTreeClassifier()\n",
    "clf = clf.fit(iris.data, iris.target)\n",
    "with open(\"iris.dot\", 'w') as f:\n",
    "    f = tree.export_graphviz(clf, out_file=f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image  \n",
    "import pydotplus "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dot_data = tree.export_graphviz(clf, out_file=None, \n",
    "                         feature_names=iris.feature_names,  \n",
    "                         class_names=iris.target_names,  \n",
    "                         filled=True, rounded=True,  \n",
    "                         special_characters=True)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph = pydotplus.graph_from_dot_data(dot_data)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(graph.create_png())  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dot_data = tree.export_graphviz(clf, out_file=None)\n",
    "graph = pydotplus.graph_from_dot_data(dot_data) \n",
    "graph.write_pdf(\"iris.pdf\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
